Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "49" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 79 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 77 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459896 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.058752 | 1.138436 | -0.994567 | 1.130621 | -1.722915 | -0.587578 | -0.281718 | -1.489577 | 0.6202 | 0.6559 | 0.3964 | nan | nan |
| 2459894 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.264710 | 0.285671 | -1.563835 | 0.561930 | -1.468783 | -0.975144 | 0.332467 | -0.737563 | 0.6226 | 0.6579 | 0.3881 | nan | nan |
| 2459893 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.102425 | 0.422555 | -1.723548 | 0.396621 | -1.244759 | -1.577474 | 0.249776 | -0.956171 | 0.6253 | 0.6592 | 0.3895 | nan | nan |
| 2459892 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.035961 | 1.062372 | -1.285655 | 1.162212 | -0.538096 | -0.986222 | -0.015673 | -1.968743 | 0.6195 | 0.6607 | 0.3929 | nan | nan |
| 2459891 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.005841 | 0.294767 | -1.687284 | 0.822395 | -1.091191 | -1.829965 | 0.066395 | -1.015716 | 0.6101 | 0.6518 | 0.3985 | nan | nan |
| 2459890 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.226428 | 0.799432 | -1.488716 | 1.966990 | -0.997809 | -0.151581 | 0.279387 | -0.897539 | 0.6115 | 0.6473 | 0.3953 | nan | nan |
| 2459889 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.192331 | 0.350062 | -1.734372 | 0.742634 | -1.334974 | -1.510033 | -0.189791 | -1.262954 | 0.6217 | 0.6540 | 0.3921 | nan | nan |
| 2459888 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.076152 | 0.799871 | -1.256880 | 1.732478 | -1.151745 | -0.442553 | -0.582319 | -1.145543 | 0.6416 | 0.6717 | 0.3875 | nan | nan |
| 2459887 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.039314 | 0.656920 | -2.249227 | 0.968109 | -1.902144 | -0.921067 | 0.097955 | -0.885189 | 0.6240 | 0.6520 | 0.3953 | nan | nan |
| 2459886 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.428321 | -0.347951 | -1.709483 | 0.831068 | -2.044595 | -0.453742 | -0.697563 | -0.682949 | 0.6985 | 0.7056 | 0.3553 | nan | nan |
| 2459885 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.443800 | 3.299991 | 13.308801 | 31.069395 | 2.337540 | 5.977658 | 5.078656 | 6.052052 | 0.6686 | 0.6834 | 0.3665 | nan | nan |
| 2459884 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.220582 | 0.639796 | -1.264072 | 1.726949 | -1.124210 | -0.892136 | -0.007574 | -0.974530 | 0.6269 | 0.6476 | 0.3976 | nan | nan |
| 2459883 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.792445 | 2.412245 | 8.025853 | 24.901305 | 1.142124 | 2.567120 | 2.071465 | 0.682112 | 0.6305 | 0.6593 | 0.3897 | nan | nan |
| 2459882 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.670478 | 4.654847 | 13.252087 | 31.711614 | 1.576740 | 4.945423 | 0.716198 | -0.511132 | 0.6290 | 0.6579 | 0.3859 | nan | nan |
| 2459881 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.706658 | 2.269113 | 10.058774 | 32.370078 | 2.133842 | 5.471806 | 3.451650 | 4.924986 | 0.6765 | 0.7094 | 0.3319 | nan | nan |
| 2459880 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.057528 | 3.123289 | 11.907340 | 29.230237 | 1.179015 | 2.692326 | 1.480832 | 0.038539 | 0.6255 | 0.6561 | 0.3967 | nan | nan |
| 2459879 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 183.561782 | 183.638240 | inf | inf | 4172.150578 | 3787.187556 | 11361.360311 | 9276.701222 | nan | nan | nan | nan | nan |
| 2459878 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.075106 | 3.357544 | 15.076094 | 35.824102 | 1.645149 | 4.893103 | 1.925674 | -1.309667 | 0.6223 | 0.6621 | 0.4004 | nan | nan |
| 2459876 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.434429 | 3.168171 | 10.339145 | 24.494916 | 5.558253 | 16.595729 | 1.193346 | -0.605921 | 0.6382 | 0.6545 | 0.4081 | nan | nan |
| 2459875 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459874 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.253943 | 3.216857 | 4.769484 | 15.249643 | 1.645468 | 6.226801 | 1.191163 | -0.449840 | 0.6402 | 0.6528 | 0.4004 | nan | nan |
| 2459873 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.674348 | 1.936135 | 6.361335 | 20.627051 | 0.734390 | 2.671806 | 0.069753 | -0.319563 | 0.6348 | 0.6471 | 0.4036 | nan | nan |
| 2459872 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.902554 | 2.359300 | 13.309900 | 30.855915 | 3.517858 | 9.966930 | 1.668656 | -0.646678 | 0.6401 | 0.6539 | 0.4075 | nan | nan |
| 2459871 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.512998 | 1.537163 | 9.026206 | 28.573239 | 3.200257 | 5.350755 | 0.494648 | -0.682510 | 0.6471 | 0.6521 | 0.4022 | nan | nan |
| 2459870 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.735748 | 2.922375 | 6.596331 | 20.831685 | 2.501098 | 5.233741 | 2.311261 | 0.251266 | 0.6486 | 0.6575 | 0.4070 | nan | nan |
| 2459869 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.252340 | 3.700069 | 9.631435 | 22.755178 | 3.239013 | 8.327422 | 0.846034 | 0.405740 | 0.6613 | 0.6750 | 0.3962 | nan | nan |
| 2459868 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.720815 | 2.733142 | 9.732585 | 32.256470 | 1.974577 | 4.793052 | 1.219594 | -0.715860 | 0.6359 | 0.6499 | 0.4193 | nan | nan |
| 2459867 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.592619 | 2.234459 | 11.883304 | 28.402778 | 1.574138 | 3.368921 | 0.817929 | -1.290844 | 0.6446 | 0.6526 | 0.4226 | nan | nan |
| 2459866 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.018339 | 2.036123 | 7.578832 | 23.471885 | 1.800887 | 2.445120 | 0.401124 | -1.316279 | 0.6514 | 0.6578 | 0.4126 | nan | nan |
| 2459865 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.566837 | 2.343867 | 22.926811 | 30.490103 | 2.887474 | 6.537051 | 5.745669 | 4.302264 | 0.6891 | 0.6768 | 0.3782 | nan | nan |
| 2459864 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 7.462197 | 8.653428 | 23.017429 | 24.081847 | 4.663139 | 9.124256 | -4.093192 | -5.228618 | 0.6735 | 0.6437 | 0.4276 | nan | nan |
| 2459863 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.941563 | 5.366282 | 3.967331 | 4.088578 | 1.290287 | 2.968147 | -2.819669 | -3.728822 | 0.6673 | 0.6346 | 0.4159 | nan | nan |
| 2459862 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.609704 | 7.079213 | 28.787217 | 29.628481 | 7.345048 | 13.099840 | -2.385243 | -2.955205 | 0.6512 | 0.6697 | 0.4223 | nan | nan |
| 2459861 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 3.594983 | 3.811430 | 2.664947 | 2.572216 | 0.555941 | 0.825127 | -3.306516 | -4.100727 | 0.6796 | 0.6483 | 0.4251 | nan | nan |
| 2459860 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.556438 | 4.941590 | 21.245834 | 21.978556 | 9.355834 | 15.129637 | -2.267920 | -3.011488 | 0.6810 | 0.6426 | 0.4259 | nan | nan |
| 2459859 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 3.022544 | 3.029544 | 2.519878 | 2.446240 | 0.456759 | 0.612558 | -2.481268 | -2.742926 | 0.6902 | 0.6492 | 0.4187 | nan | nan |
| 2459858 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.466857 | 3.680357 | 2.462052 | 2.458225 | 0.589682 | 0.715516 | -3.769445 | -4.283849 | 0.6980 | 0.6534 | 0.4305 | 2.862291 | 2.548459 |
| 2459857 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 18.275407 | 19.177415 | 20.352858 | 21.699379 | 38.550909 | 48.664547 | -2.008284 | -3.748966 | 0.6921 | 0.6739 | 0.4169 | nan | nan |
| 2459856 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.799298 | 7.026899 | 20.190914 | 20.757360 | 4.429966 | 9.187591 | -3.578908 | -4.318327 | 0.6862 | 0.6669 | 0.4126 | 2.814637 | 2.539324 |
| 2459855 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 75.746542 | 75.562949 | inf | inf | 4363.565067 | 4363.601590 | 4164.923005 | 4164.398309 | 0.0087 | 0.0084 | 0.0004 | 0.000000 | 0.000000 |
| 2459854 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.707992 | 2.470721 | 7.835664 | 13.726334 | -0.411255 | 0.239009 | -0.191939 | -1.204149 | 0.6806 | 0.7242 | 0.4470 | 2.478527 | 2.280867 |
| 2459853 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.335861 | 1.937143 | 10.173473 | 17.412258 | 1.279316 | 3.833866 | 0.076025 | -1.634996 | 0.6992 | 0.6653 | 0.4448 | 3.269629 | 3.218740 |
| 2459852 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.070024 | 2.970319 | 9.807402 | 17.050556 | 4.825245 | 8.990476 | 6.522498 | 11.145603 | 0.7940 | 0.8052 | 0.2779 | 4.602421 | 4.824481 |
| 2459851 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.415060 | 5.431962 | 9.322171 | 16.834956 | 6.194346 | 16.089970 | 3.957811 | 13.724638 | 0.7154 | 0.7233 | 0.3650 | 2.782572 | 2.666081 |
| 2459850 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.609405 | 2.777736 | 9.664891 | 16.188615 | 1.193808 | 8.520428 | 1.457614 | 6.879650 | 0.7025 | 0.7345 | 0.3691 | 2.877838 | 2.929925 |
| 2459849 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.904918 | 3.170571 | 20.022631 | 32.947536 | 0.800970 | 4.082217 | -0.480697 | -1.614160 | 0.7045 | 0.7270 | 0.3724 | 3.519328 | 3.482058 |
| 2459848 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.042428 | 2.946582 | 14.465077 | 23.329144 | 1.125132 | 7.796038 | -0.333974 | -1.421068 | 0.6811 | 0.7312 | 0.3919 | 2.583149 | 2.665940 |
| 2459847 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.928769 | 1.776781 | 11.255806 | 20.095209 | 1.401578 | 5.897909 | 0.093699 | -0.635570 | 0.6826 | 0.6639 | 0.4499 | 5.121497 | 5.281492 |
| 2459846 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.110103 | 10.127262 | 10.525768 | 17.653136 | 5.495598 | 11.232130 | -0.370876 | -0.654894 | 0.8207 | 0.6521 | 0.5118 | 5.534992 | 2.511837 |
| 2459845 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.536242 | 3.834000 | 18.630521 | 30.519871 | 1.599675 | 5.813627 | -0.666902 | -2.540325 | 0.7053 | 0.7362 | 0.3859 | 0.000000 | 0.000000 |
| 2459844 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 42.030247 | 45.087766 | 136.347790 | 163.477569 | 176.201975 | 94.682492 | 20.760260 | 5.296889 | 0.8761 | 0.6235 | 0.5705 | nan | nan |
| 2459843 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.773003 | 9.091434 | 16.427144 | 18.911178 | 67.639825 | 74.469418 | -2.834937 | -3.640016 | 0.7275 | 0.7260 | 0.4059 | 8.768411 | 5.341877 |
| 2459842 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.669577 | 1.030428 | -0.906528 | -0.521488 | -2.319766 | -2.217206 | -1.747520 | -2.137173 | 0.7276 | 0.6209 | 0.2914 | 2.844290 | 2.494600 |
| 2459841 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 39.521126 | 44.177928 | 105.838936 | 117.449811 | 141.487377 | 136.122482 | 22.879392 | 15.842605 | 0.7585 | 0.7365 | 0.3108 | nan | nan |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Shape | 1.138436 | 1.138436 | -0.058752 | 1.130621 | -0.994567 | -0.587578 | -1.722915 | -1.489577 | -0.281718 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 0.561930 | 0.285671 | 0.264710 | 0.561930 | -1.563835 | -0.975144 | -1.468783 | -0.737563 | 0.332467 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Shape | 0.422555 | -0.102425 | 0.422555 | -1.723548 | 0.396621 | -1.244759 | -1.577474 | 0.249776 | -0.956171 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 1.162212 | 1.062372 | 0.035961 | 1.162212 | -1.285655 | -0.986222 | -0.538096 | -1.968743 | -0.015673 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 0.822395 | 0.005841 | 0.294767 | -1.687284 | 0.822395 | -1.091191 | -1.829965 | 0.066395 | -1.015716 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 1.966990 | 0.799432 | 0.226428 | 1.966990 | -1.488716 | -0.151581 | -0.997809 | -0.897539 | 0.279387 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 0.742634 | 0.192331 | 0.350062 | -1.734372 | 0.742634 | -1.334974 | -1.510033 | -0.189791 | -1.262954 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 1.732478 | 0.799871 | 0.076152 | 1.732478 | -1.256880 | -0.442553 | -1.151745 | -1.145543 | -0.582319 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 0.968109 | 0.656920 | -0.039314 | 0.968109 | -2.249227 | -0.921067 | -1.902144 | -0.885189 | 0.097955 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 0.831068 | -0.428321 | -0.347951 | -1.709483 | 0.831068 | -2.044595 | -0.453742 | -0.697563 | -0.682949 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 31.069395 | 3.299991 | 2.443800 | 31.069395 | 13.308801 | 5.977658 | 2.337540 | 6.052052 | 5.078656 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 1.726949 | 0.639796 | -0.220582 | 1.726949 | -1.264072 | -0.892136 | -1.124210 | -0.974530 | -0.007574 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 24.901305 | 2.412245 | 1.792445 | 24.901305 | 8.025853 | 2.567120 | 1.142124 | 0.682112 | 2.071465 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 31.711614 | 4.654847 | 3.670478 | 31.711614 | 13.252087 | 4.945423 | 1.576740 | -0.511132 | 0.716198 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 32.370078 | 2.269113 | 1.706658 | 32.370078 | 10.058774 | 5.471806 | 2.133842 | 4.924986 | 3.451650 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 29.230237 | 3.123289 | 2.057528 | 29.230237 | 11.907340 | 2.692326 | 1.179015 | 0.038539 | 1.480832 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | inf | 183.638240 | 183.561782 | inf | inf | 3787.187556 | 4172.150578 | 9276.701222 | 11361.360311 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 35.824102 | 3.357544 | 2.075106 | 35.824102 | 15.076094 | 4.893103 | 1.645149 | -1.309667 | 1.925674 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 24.494916 | 2.434429 | 3.168171 | 10.339145 | 24.494916 | 5.558253 | 16.595729 | 1.193346 | -0.605921 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 15.249643 | 3.253943 | 3.216857 | 4.769484 | 15.249643 | 1.645468 | 6.226801 | 1.191163 | -0.449840 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 20.627051 | 2.674348 | 1.936135 | 6.361335 | 20.627051 | 0.734390 | 2.671806 | 0.069753 | -0.319563 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 30.855915 | 2.359300 | 1.902554 | 30.855915 | 13.309900 | 9.966930 | 3.517858 | -0.646678 | 1.668656 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 28.573239 | 1.537163 | 1.512998 | 28.573239 | 9.026206 | 5.350755 | 3.200257 | -0.682510 | 0.494648 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 20.831685 | 2.735748 | 2.922375 | 6.596331 | 20.831685 | 2.501098 | 5.233741 | 2.311261 | 0.251266 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 22.755178 | 2.252340 | 3.700069 | 9.631435 | 22.755178 | 3.239013 | 8.327422 | 0.846034 | 0.405740 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 32.256470 | 2.720815 | 2.733142 | 9.732585 | 32.256470 | 1.974577 | 4.793052 | 1.219594 | -0.715860 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 28.402778 | 1.592619 | 2.234459 | 11.883304 | 28.402778 | 1.574138 | 3.368921 | 0.817929 | -1.290844 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 23.471885 | 2.036123 | 2.018339 | 23.471885 | 7.578832 | 2.445120 | 1.800887 | -1.316279 | 0.401124 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 30.490103 | 2.566837 | 2.343867 | 22.926811 | 30.490103 | 2.887474 | 6.537051 | 5.745669 | 4.302264 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 24.081847 | 8.653428 | 7.462197 | 24.081847 | 23.017429 | 9.124256 | 4.663139 | -5.228618 | -4.093192 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Shape | 5.366282 | 4.941563 | 5.366282 | 3.967331 | 4.088578 | 1.290287 | 2.968147 | -2.819669 | -3.728822 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 29.628481 | 6.609704 | 7.079213 | 28.787217 | 29.628481 | 7.345048 | 13.099840 | -2.385243 | -2.955205 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Shape | 3.811430 | 3.811430 | 3.594983 | 2.572216 | 2.664947 | 0.825127 | 0.555941 | -4.100727 | -3.306516 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 21.978556 | 4.556438 | 4.941590 | 21.245834 | 21.978556 | 9.355834 | 15.129637 | -2.267920 | -3.011488 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Shape | 3.029544 | 3.022544 | 3.029544 | 2.519878 | 2.446240 | 0.456759 | 0.612558 | -2.481268 | -2.742926 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Shape | 3.680357 | 3.680357 | 3.466857 | 2.458225 | 2.462052 | 0.715516 | 0.589682 | -4.283849 | -3.769445 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Temporal Variability | 48.664547 | 19.177415 | 18.275407 | 21.699379 | 20.352858 | 48.664547 | 38.550909 | -3.748966 | -2.008284 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 20.757360 | 6.799298 | 7.026899 | 20.190914 | 20.757360 | 4.429966 | 9.187591 | -3.578908 | -4.318327 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | inf | 75.562949 | 75.746542 | inf | inf | 4363.601590 | 4363.565067 | 4164.398309 | 4164.923005 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 13.726334 | 2.470721 | 0.707992 | 13.726334 | 7.835664 | 0.239009 | -0.411255 | -1.204149 | -0.191939 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 17.412258 | 1.937143 | 0.335861 | 17.412258 | 10.173473 | 3.833866 | 1.279316 | -1.634996 | 0.076025 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 17.050556 | 2.070024 | 2.970319 | 9.807402 | 17.050556 | 4.825245 | 8.990476 | 6.522498 | 11.145603 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 16.834956 | 0.415060 | 5.431962 | 9.322171 | 16.834956 | 6.194346 | 16.089970 | 3.957811 | 13.724638 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 16.188615 | 0.609405 | 2.777736 | 9.664891 | 16.188615 | 1.193808 | 8.520428 | 1.457614 | 6.879650 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 32.947536 | 0.904918 | 3.170571 | 20.022631 | 32.947536 | 0.800970 | 4.082217 | -0.480697 | -1.614160 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 23.329144 | 2.946582 | 1.042428 | 23.329144 | 14.465077 | 7.796038 | 1.125132 | -1.421068 | -0.333974 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 20.095209 | 1.776781 | 0.928769 | 20.095209 | 11.255806 | 5.897909 | 1.401578 | -0.635570 | 0.093699 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 17.653136 | 5.110103 | 10.127262 | 10.525768 | 17.653136 | 5.495598 | 11.232130 | -0.370876 | -0.654894 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Power | 30.519871 | 3.834000 | 1.536242 | 30.519871 | 18.630521 | 5.813627 | 1.599675 | -2.540325 | -0.666902 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | ee Temporal Variability | 176.201975 | 42.030247 | 45.087766 | 136.347790 | 163.477569 | 176.201975 | 94.682492 | 20.760260 | 5.296889 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Temporal Variability | 74.469418 | 9.091434 | 6.773003 | 18.911178 | 16.427144 | 74.469418 | 67.639825 | -3.640016 | -2.834937 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | nn Shape | 1.030428 | 0.669577 | 1.030428 | -0.906528 | -0.521488 | -2.319766 | -2.217206 | -1.747520 | -2.137173 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | N06 | not_connected | ee Temporal Variability | 141.487377 | 39.521126 | 44.177928 | 105.838936 | 117.449811 | 141.487377 | 136.122482 | 22.879392 | 15.842605 |